from datetime import datetime
import time
import warnings

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns

from sklearn.model_selection import train_test_split
from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier, HistGradientBoostingClassifier
from sklearn import metrics

from evidently.report import Report
from evidently.metrics import DataDriftTable, DatasetDriftMetric

import shap
import xgboost as xgb
import pickle
import graphviz
from tableone import TableOne, load_dataset
from IPython.display import Latex
from IPython.core.display import display, HTML

from counterfactuals import *

C:\Users\boris\AppData\Local\Temp\ipykernel_11924\662462573.py:23: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display
  from IPython.core.display import display, HTML

shap.initjs()
pd.set_option('display.max_columns', None)
warnings.filterwarnings('ignore')

data_raw = pd.read_stata('MIMIC-SAD_dta_files/MIMIC-IV.dta')
data_cf = data_raw.drop(['deliriumtime', 'hosp_mort', 'icu28dmort', 'stay_id', 'icustay', 'hospstay', 'sepsistime'], axis=1).dropna()
dummies = pd.get_dummies(data_cf['race'])
data = data_cf.drop('race',axis=1).join(dummies)
dummies = pd.get_dummies(data['first_careunit'])
data = data.drop('first_careunit',axis=1).join(dummies)
xgb_matrix = xgb.DMatrix(data.drop(['sad'], axis=1))

data_cf = data_cf.drop(['sad'], axis=1)
data_train = pd.read_stata('MIMIC-SAD_dta_files/train_set.dta').drop(['index'], axis=1).rename(columns={"MICU_SICU": "MICU/SICU"})
data_test = pd.read_stata('MIMIC-SAD_dta_files/test_set.dta').drop(['index'], axis=1).rename(columns={"MICU_SICU": "MICU/SICU"})

data_table = data_raw.drop('stay_id', axis=1)
data_table['gender'] = data_table['gender'].replace(to_replace = 0.0, value = 'FEMALE')
data_table['gender'] = data_table['gender'].replace(to_replace = 1.0, value = 'MALE')

data_table['sad'] = data_table['sad'].replace(to_replace = 0.0, value = 'NON-SAD')
data_table['sad'] = data_table['sad'].replace(to_replace = 1.0, value = 'SAD')

for i in ['vent', 'crrt', 'vaso', 'seda', 'ami', 'ckd', 'copd', 'hyperte', 'dm', 'aki', 'stroke','hosp_mort']:
    data_table[i] = data_table[i].replace(to_replace = 0.0, value = 'FALSE')
    data_table[i] = data_table[i].replace(to_replace = 1.0, value = 'TRUE')

data_table_train = pd.read_stata('MIMIC-SAD_dta_files/train_set_raw.dta').drop('stay_id', axis=1)
data_table_train['gender'] = data_table_train['gender'].replace(to_replace = 0.0, value = 'FEMALE')
data_table_train['gender'] = data_table_train['gender'].replace(to_replace = 1.0, value = 'MALE')

data_table_train['sad'] = data_table_train['sad'].replace(to_replace = 0.0, value = 'NON-SAD')
data_table_train['sad'] = data_table_train['sad'].replace(to_replace = 1.0, value = 'SAD')

for i in ['vent', 'crrt', 'vaso', 'seda', 'ami', 'ckd', 'copd', 'hyperte', 'dm', 'aki', 'stroke','hosp_mort']:
    data_table_train[i] = data_table_train[i].replace(to_replace = 0.0, value = 'FALSE')
    data_table_train[i] = data_table_train[i].replace(to_replace = 1.0, value = 'TRUE')

model = pickle.load(open("xgb.pkl", "rb"))

cf_random = pickle.load(open("cf_random.pkl", "rb"))
cf_genetic = pickle.load(open("cf_genetic.pkl", "rb"))
cf_kdtree = pickle.load(open("cf_kdtree.pkl", "rb"))

explainer = shap.TreeExplainer(model)
explainer_waterfall = shap.Explainer(model, data)  # het lijkt er op dat we beter de waterfall plot niet kunnen gebruiken, in dat geval zou deze dus ook niet nodig zijn
shap_values = explainer.shap_values(data.loc[:, ~data.columns.isin(["sad"])])
shap_waterfall = explainer_waterfall(data)

 92%|==================  | 10279/11196 [00:11<00:00]       

interactive plot

plot_html = shap.force_plot(
    explainer.expected_value, 
    shap_values[:500, :], 
    data.loc[:, ~data.columns.isin(["sad"])].iloc[:500, :],
    plot_cmap=["#FDE725", "#440154"],
).html()
print(plot_html)
display(HTML(plot_html))

<div id='iBB262MNPEP54X075C9FV'>
<div style='color: #900; text-align: center;'>
  <b>Visualization omitted, Javascript library not loaded!</b><br>
  Have you run `initjs()` in this notebook? If this notebook was from another
  user you must also trust this notebook (File -> Trust notebook). If you are viewing
  this notebook on github the Javascript has been stripped for security. If you are using
  JupyterLab this error is because a JupyterLab extension has not yet been written.
</div></div>
 <script>
   if (window.SHAP) SHAP.ReactDom.render(
    SHAP.React.createElement(SHAP.AdditiveForceArrayVisualizer, {"outNames": ["f(x)"], "baseValue": -0.5518366098403931, "link": "identity", "featureNames": ["age", "weight", "gender", "temperature", "heart_rate", "resp_rate", "spo2", "sbp", "dbp", "mbp", "wbc", "hemoglobin", "platelet", "bun", "cr", "glu", "Na", "Cl", "K", "Mg", "Ca", "P", "inr", "pt", "ptt", "bicarbonate", "aniongap", "gcs", "vent", "crrt", "vaso", "seda", "sofa_score", "ami", "ckd", "copd", "hyperte", "dm", "aki", "stroke", "AISAN", "BLACK", "HISPANIC", "OTHER", "WHITE", "unknown", "CCU", "CVICU", "MICU", "MICU/SICU", "NICU", "SICU", "TSICU"], "explanations": [{"outValue": -1.877253770828247, "simIndex": 283.0, "features": {"0": {"effect": -0.15750542283058167, "value": 44.0}, "1": {"effect": -0.03697269782423973, "value": 79.0}, "2": {"effect": 0.0016955076716840267, "value": 0.0}, "3": {"effect": 0.019166897982358932, "value": 37.0}, "4": {"effect": -0.009711693041026592, "value": 100.0}, "5": {"effect": 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Summary plot

shap.summary_plot(shap_values, data.loc[:, ~data.columns.isin(["sad"])], plot_type="bar", show=False)
fig = plt.gcf()
fig.savefig('test.png', bbox_inches='tight')

Summary plot - Beeswarm

shap.summary_plot(shap_values, data.loc[:, ~data.columns.isin(["sad"])], cmap=plt.get_cmap("viridis"), show=False)
fig = plt.gcf()
fig.savefig('test.png', bbox_inches='tight')

Partial dependence plots

shap.partial_dependence_plot(
    "gcs",  # 'gcs' kan worden vervangen voor een andere feature om die te bekijken
    lambda X: model.predict(xgb.DMatrix(X.drop(['sad'], axis=1))),
    data,
    ice=False,
    model_expected_value=True,
    feature_expected_value=True,
    show = False
)
fig = plt.gcf()
fig.savefig('test.png', bbox_inches='tight')

shap.dependence_plot(
    'gcs', # 'gcs' kan worden vervangen voor een andere feature om die te bekijken
    shap_values, 
    data.loc[:, ~data.columns.isin(["sad"])],
    cmap=plt.get_cmap("viridis"), 
    show = False
    # interaction_index=None
)
fig = plt.gcf()
fig.savefig('test.png', bbox_inches='tight')

Force plot

row = 0  # `row` is de index van de huidige patient
plot = shap.force_plot(explainer.expected_value, shap_values[row, :], data.loc[:, ~data.columns.isin(["sad"])].iloc[row, :], plot_cmap=["#FDE725", "#440154"], matplotlib=True, show=False)
plt.savefig('test.png', bbox_inches='tight')
plt.show()

shap.force_plot(explainer.expected_value, shap_values[row, :], data.loc[:, ~data.columns.isin(["sad"])].iloc[row, :], plot_cmap=["#FDE725", "#440154"]).html()

'\n<div id=\'iYRC3EHOWT76M8FB53RLL\'>\n<div style=\'color: #900; text-align: center;\'>\n  <b>Visualization omitted, Javascript library not loaded!</b><br>\n  Have you run `initjs()` in this notebook? If this notebook was from another\n  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n  this notebook on github the Javascript has been stripped for security. If you are using\n  JupyterLab this error is because a JupyterLab extension has not yet been written.\n</div></div>\n <script>\n   if (window.SHAP) SHAP.ReactDom.render(\n    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {"outNames": ["f(x)"], "baseValue": -0.5518366098403931, "outValue": -1.877253770828247, "link": "identity", "featureNames": ["age", "weight", "gender", "temperature", "heart_rate", "resp_rate", "spo2", "sbp", "dbp", "mbp", "wbc", "hemoglobin", "platelet", "bun", "cr", "glu", "Na", "Cl", "K", "Mg", "Ca", "P", "inr", "pt", "ptt", "bicarbonate", "aniongap", "gcs", "vent", "crrt", "vaso", "seda", "sofa_score", "ami", "ckd", "copd", "hyperte", "dm", "aki", "stroke", "AISAN", "BLACK", "HISPANIC", "OTHER", "WHITE", "unknown", "CCU", "CVICU", "MICU", "MICU/SICU", "NICU", "SICU", "TSICU"], "features": {"0": {"effect": -0.15750542283058167, "value": 44.0}, "1": {"effect": -0.03697269782423973, "value": 79.0}, "2": {"effect": 0.0016955076716840267, "value": 0.0}, "3": {"effect": 0.019166897982358932, "value": 37.0}, "4": {"effect": -0.009711693041026592, "value": 100.0}, "5": {"effect": 0.14447005093097687, "value": 28.0}, "6": {"effect": -0.011150810867547989, "value": 98.0}, "7": {"effect": -0.03795567899942398, "value": 107.0}, "8": {"effect": -0.011160275898873806, "value": 66.0}, "9": {"effect": -0.022321758791804314, "value": 75.0}, "10": {"effect": 0.01609644666314125, "value": 8.5}, "11": {"effect": 0.03784249350428581, "value": 12.899999618530273}, "12": {"effect": -0.015900922939181328, "value": 268.0}, "13": {"effect": -0.0409046895802021, "value": 12.0}, "14": {"effect": -0.0012754458002746105, "value": 0.8999999761581421}, "15": {"effect": -0.04644785821437836, "value": 102.0}, "16": {"effect": -0.049382954835891724, "value": 138.0}, "17": {"effect": -0.015244045294821262, "value": 105.0}, "18": {"effect": 0.058101411908864975, "value": 3.5}, "19": {"effect": 0.046228718012571335, "value": 2.200000047683716}, "20": {"effect": 0.015019237995147705, "value": 7.800000190734863}, "21": {"effect": -0.006299653556197882, "value": 3.4000000953674316}, "22": {"effect": -0.018799914047122, "value": 1.2999999523162842}, "23": {"effect": 0.0109871756285429, "value": 14.5}, "24": {"effect": 0.02816041186451912, "value": 37.400001525878906}, "25": {"effect": -0.048000503331422806, "value": 25.0}, "26": {"effect": -0.07777774333953857, "value": 12.0}, "27": {"effect": -0.19829218089580536, "value": 15.0}, "28": {"effect": -0.7300504446029663, "value": 0.0}, "29": {"effect": -0.0017988302279263735, "value": 0.0}, "30": {"effect": 0.10776573419570923, "value": 1.0}, "31": {"effect": 0.1337205320596695, "value": 0.0}, "32": {"effect": -0.0477866530418396, "value": 3.0}, "33": {"effect": -0.0007701784488745034, "value": 0.0}, "34": {"effect": 0.01369059644639492, "value": 0.0}, "35": {"effect": -0.002973866881802678, "value": 0.0}, "36": {"effect": 0.00014174333773553371, "value": 0.0}, "37": {"effect": 0.005409596487879753, "value": 0.0}, "38": {"effect": -0.168390691280365, "value": 0.0}, "39": {"effect": -0.05695737898349762, "value": 0.0}, "40": {"effect": -0.09497976303100586, "value": 1.0}, "45": {"effect": -0.05020269751548767, "value": 0.0}, "47": {"effect": 0.05749206617474556, "value": 0.0}, "48": {"effect": -0.04102621600031853, "value": 0.0}, "50": {"effect": -0.012460111640393734, "value": 0.0}, "51": {"effect": 0.003532222006469965, "value": 0.0}, "52": {"effect": -0.012436873279511929, "value": 0.0}}, "plot_cmap": ["#FDE725", "#440154"], "labelMargin": 20}),\n    document.getElementById(\'iYRC3EHOWT76M8FB53RLL\')\n  );\n</script>'

Decision plots

row = 0
plot = shap.decision_plot(
    explainer.expected_value,
    shap_values[row, :],
    data.loc[:, ~data.columns.isin(["sad"])].iloc[0, :],
    link="logit",
    highlight=0,
    plot_color=plt.get_cmap("viridis"),
    show=False
)
fig = plt.gcf()
fig.savefig('test.png', bbox_inches='tight')

row_current = 0
rows = [0,1,2,3,4]  # indices van de patienten waarmee we de huidige patient willen vergelijken

plot = shap.decision_plot(
    explainer.expected_value, 
    shap_values[rows, :], 
    data.loc[:, ~data.columns.isin(["sad"])].iloc[0, :],
    link="logit", 
    highlight=row_current,
    plot_color=plt.get_cmap("viridis")
)

Table1 - current set

TER VERDUIDELIJKING deze table1 dient aan de set in de app gekoppeld te worden, degene die daar op volgt is er voor om te laten zien op welke data het model getraind is dit zijn niet dezelfde sets. gezien de tweede tabel nooit zal veranderen in het gebruik van de applicatie, behalve als het gehele model vervangen wordt, kan je ook gewoon die hele html hieruit kopiëren en in de app ergens neer bonjouren.

ter herhaling: in de app komen twee Table1's: eentje met de huidige data en eentje met de data waarop het model getraind is.

categorical = ['gender', 'race', 'first_careunit', 'vent', 'crrt', 'vaso', 'seda', 'ami', 'ckd', 'copd', 'hyperte', 'dm', 'sad', 'aki', 'stroke','hosp_mort']
groupby = ['sad']
table1 = TableOne(data_table, categorical=categorical, groupby=groupby, pval=False)
print(table1.tabulate(tablefmt = "html"))

<table>
<thead>
<tr><th>                       </th><th>         </th><th>Missing  </th><th>Overall      </th><th>NON-SAD      </th><th>SAD          </th></tr>
</thead>
<tbody>
<tr><td>n                      </td><td>         </td><td>         </td><td>14620        </td><td>9230         </td><td>5390         </td></tr>
<tr><td>age, mean (SD)         </td><td>         </td><td>0        </td><td>66.9 (15.9)  </td><td>66.7 (15.8)  </td><td>67.3 (16.1)  </td></tr>
<tr><td>weight, mean (SD)      </td><td>         </td><td>160      </td><td>83.1 (23.6)  </td><td>83.1 (23.0)  </td><td>83.2 (24.6)  </td></tr>
<tr><td>gender, n (%)          </td><td>FEMALE   </td><td>0        </td><td>8518 (58.3)  </td><td>5416 (58.7)  </td><td>3102 (57.6)  </td></tr>
<tr><td>                       </td><td>MALE     </td><td>         </td><td>6102 (41.7)  </td><td>3814 (41.3)  </td><td>2288 (42.4)  </td></tr>
<tr><td>race, n (%)            </td><td>AISAN    </td><td>0        </td><td>426 (2.9)    </td><td>311 (3.4)    </td><td>115 (2.1)    </td></tr>
<tr><td>                       </td><td>BLACK    </td><td>         </td><td>1266 (8.7)   </td><td>766 (8.3)    </td><td>500 (9.3)    </td></tr>
<tr><td>                       </td><td>HISPANIC </td><td>         </td><td>557 (3.8)    </td><td>360 (3.9)    </td><td>197 (3.7)    </td></tr>
<tr><td>                       </td><td>OTHER    </td><td>         </td><td>642 (4.4)    </td><td>417 (4.5)    </td><td>225 (4.2)    </td></tr>
<tr><td>                       </td><td>WHITE    </td><td>         </td><td>9723 (66.5)  </td><td>6372 (69.0)  </td><td>3351 (62.2)  </td></tr>
<tr><td>                       </td><td>unknown  </td><td>         </td><td>2006 (13.7)  </td><td>1004 (10.9)  </td><td>1002 (18.6)  </td></tr>
<tr><td>first_careunit, n (%)  </td><td>CCU      </td><td>0        </td><td>1366 (9.3)   </td><td>881 (9.5)    </td><td>485 (9.0)    </td></tr>
<tr><td>                       </td><td>CVICU    </td><td>         </td><td>3461 (23.7)  </td><td>2772 (30.0)  </td><td>689 (12.8)   </td></tr>
<tr><td>                       </td><td>MICU     </td><td>         </td><td>3078 (21.1)  </td><td>1601 (17.3)  </td><td>1477 (27.4)  </td></tr>
<tr><td>                       </td><td>MICU/SICU</td><td>         </td><td>2706 (18.5)  </td><td>1780 (19.3)  </td><td>926 (17.2)   </td></tr>
<tr><td>                       </td><td>NICU     </td><td>         </td><td>534 (3.7)    </td><td>234 (2.5)    </td><td>300 (5.6)    </td></tr>
<tr><td>                       </td><td>SICU     </td><td>         </td><td>1887 (12.9)  </td><td>1112 (12.0)  </td><td>775 (14.4)   </td></tr>
<tr><td>                       </td><td>TSICU    </td><td>         </td><td>1588 (10.9)  </td><td>850 (9.2)    </td><td>738 (13.7)   </td></tr>
<tr><td>temperature, mean (SD) </td><td>         </td><td>48       </td><td>36.7 (0.8)   </td><td>36.7 (0.8)   </td><td>36.8 (0.9)   </td></tr>
<tr><td>heart_rate, mean (SD)  </td><td>         </td><td>1        </td><td>89.7 (20.3)  </td><td>88.2 (19.6)  </td><td>92.3 (21.1)  </td></tr>
<tr><td>resp_rate, mean (SD)   </td><td>         </td><td>24       </td><td>19.6 (6.0)   </td><td>19.1 (5.9)   </td><td>20.6 (6.1)   </td></tr>
<tr><td>spo2, mean (SD)        </td><td>         </td><td>5        </td><td>97.1 (4.0)   </td><td>97.3 (3.7)   </td><td>96.7 (4.3)   </td></tr>
<tr><td>sbp, mean (SD)         </td><td>         </td><td>6        </td><td>120.3 (23.9) </td><td>119.6 (23.1) </td><td>121.4 (25.1) </td></tr>
<tr><td>dbp, mean (SD)         </td><td>         </td><td>15       </td><td>66.5 (17.7)  </td><td>65.7 (16.8)  </td><td>67.9 (19.0)  </td></tr>
<tr><td>mbp, mean (SD)         </td><td>         </td><td>14       </td><td>81.5 (17.8)  </td><td>81.0 (17.0)  </td><td>82.5 (19.0)  </td></tr>
<tr><td>wbc, mean (SD)         </td><td>         </td><td>115      </td><td>13.1 (8.1)   </td><td>12.8 (7.8)   </td><td>13.7 (8.4)   </td></tr>
<tr><td>hemoglobin, mean (SD)  </td><td>         </td><td>96       </td><td>10.3 (2.2)   </td><td>10.3 (2.1)   </td><td>10.5 (2.3)   </td></tr>
<tr><td>platelet, mean (SD)    </td><td>         </td><td>102      </td><td>191.5 (106.0)</td><td>190.7 (105.3)</td><td>192.9 (107.1)</td></tr>
<tr><td>bun, mean (SD)         </td><td>         </td><td>60       </td><td>28.2 (22.9)  </td><td>26.1 (21.0)  </td><td>31.7 (25.6)  </td></tr>
<tr><td>cr, mean (SD)          </td><td>         </td><td>56       </td><td>1.5 (1.5)    </td><td>1.4 (1.5)    </td><td>1.6 (1.6)    </td></tr>
<tr><td>glu, mean (SD)         </td><td>         </td><td>66       </td><td>150.2 (74.4) </td><td>144.9 (66.5) </td><td>159.3 (85.5) </td></tr>
<tr><td>Na, mean (SD)          </td><td>         </td><td>50       </td><td>137.4 (5.5)  </td><td>136.9 (5.0)  </td><td>138.2 (6.2)  </td></tr>
<tr><td>Cl, mean (SD)          </td><td>         </td><td>51       </td><td>103.8 (6.7)  </td><td>103.8 (6.3)  </td><td>103.9 (7.3)  </td></tr>
<tr><td>K, mean (SD)           </td><td>         </td><td>59       </td><td>4.3 (0.8)    </td><td>4.3 (0.8)    </td><td>4.3 (0.9)    </td></tr>
<tr><td>Mg, mean (SD)          </td><td>         </td><td>608      </td><td>2.0 (0.5)    </td><td>2.0 (0.5)    </td><td>2.0 (0.5)    </td></tr>
<tr><td>Ca, mean (SD)          </td><td>         </td><td>1399     </td><td>8.2 (0.9)    </td><td>8.2 (0.8)    </td><td>8.2 (0.9)    </td></tr>
<tr><td>P, mean (SD)           </td><td>         </td><td>1341     </td><td>3.8 (1.5)    </td><td>3.7 (1.3)    </td><td>4.0 (1.7)    </td></tr>
<tr><td>inr, mean (SD)         </td><td>         </td><td>1609     </td><td>1.5 (0.8)    </td><td>1.5 (0.7)    </td><td>1.6 (0.8)    </td></tr>
<tr><td>pt, mean (SD)          </td><td>         </td><td>1578     </td><td>17.0 (9.8)   </td><td>16.7 (8.8)   </td><td>17.5 (11.3)  </td></tr>
<tr><td>ptt, mean (SD)         </td><td>         </td><td>1658     </td><td>37.8 (22.4)  </td><td>37.2 (21.4)  </td><td>39.0 (24.0)  </td></tr>
<tr><td>bicarbonate, mean (SD) </td><td>         </td><td>57       </td><td>22.2 (4.6)   </td><td>22.5 (4.3)   </td><td>21.7 (5.1)   </td></tr>
<tr><td>aniongap, mean (SD)    </td><td>         </td><td>64       </td><td>15.0 (4.6)   </td><td>14.4 (4.2)   </td><td>16.0 (4.9)   </td></tr>
<tr><td>gcs, mean (SD)         </td><td>         </td><td>2        </td><td>14.2 (2.4)   </td><td>14.3 (2.4)   </td><td>14.1 (2.3)   </td></tr>
<tr><td>vent, n (%)            </td><td>FALSE    </td><td>0        </td><td>8023 (54.9)  </td><td>5974 (64.7)  </td><td>2049 (38.0)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>6597 (45.1)  </td><td>3256 (35.3)  </td><td>3341 (62.0)  </td></tr>
<tr><td>crrt, n (%)            </td><td>FALSE    </td><td>0        </td><td>14364 (98.2) </td><td>9152 (99.2)  </td><td>5212 (96.7)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>256 (1.8)    </td><td>78 (0.8)     </td><td>178 (3.3)    </td></tr>
<tr><td>vaso, n (%)            </td><td>FALSE    </td><td>0        </td><td>7482 (51.2)  </td><td>4992 (54.1)  </td><td>2490 (46.2)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>7138 (48.8)  </td><td>4238 (45.9)  </td><td>2900 (53.8)  </td></tr>
<tr><td>seda, n (%)            </td><td>FALSE    </td><td>0        </td><td>7962 (54.5)  </td><td>4968 (53.8)  </td><td>2994 (55.5)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>6658 (45.5)  </td><td>4262 (46.2)  </td><td>2396 (44.5)  </td></tr>
<tr><td>sofa_score, mean (SD)  </td><td>         </td><td>0        </td><td>3.6 (1.9)    </td><td>3.4 (1.7)    </td><td>3.9 (2.2)    </td></tr>
<tr><td>ami, n (%)             </td><td>FALSE    </td><td>0        </td><td>12976 (88.8) </td><td>8293 (89.8)  </td><td>4683 (86.9)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>1644 (11.2)  </td><td>937 (10.2)   </td><td>707 (13.1)   </td></tr>
<tr><td>ckd, n (%)             </td><td>FALSE    </td><td>0        </td><td>11680 (79.9) </td><td>7417 (80.4)  </td><td>4263 (79.1)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>2940 (20.1)  </td><td>1813 (19.6)  </td><td>1127 (20.9)  </td></tr>
<tr><td>copd, n (%)            </td><td>FALSE    </td><td>0        </td><td>14088 (96.4) </td><td>8944 (96.9)  </td><td>5144 (95.4)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>532 (3.6)    </td><td>286 (3.1)    </td><td>246 (4.6)    </td></tr>
<tr><td>hyperte, n (%)         </td><td>FALSE    </td><td>0        </td><td>8322 (56.9)  </td><td>5158 (55.9)  </td><td>3164 (58.7)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>6298 (43.1)  </td><td>4072 (44.1)  </td><td>2226 (41.3)  </td></tr>
<tr><td>dm, n (%)              </td><td>FALSE    </td><td>0        </td><td>11962 (81.8) </td><td>7477 (81.0)  </td><td>4485 (83.2)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>2658 (18.2)  </td><td>1753 (19.0)  </td><td>905 (16.8)   </td></tr>
<tr><td>sad, n (%)             </td><td>NON-SAD  </td><td>0        </td><td>9230 (63.1)  </td><td>9230 (100.0) </td><td>             </td></tr>
<tr><td>                       </td><td>SAD      </td><td>         </td><td>5390 (36.9)  </td><td>             </td><td>5390 (100.0) </td></tr>
<tr><td>aki, n (%)             </td><td>FALSE    </td><td>0        </td><td>6462 (44.2)  </td><td>4541 (49.2)  </td><td>1921 (35.6)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>8158 (55.8)  </td><td>4689 (50.8)  </td><td>3469 (64.4)  </td></tr>
<tr><td>stroke, n (%)          </td><td>FALSE    </td><td>0        </td><td>13479 (92.2) </td><td>8777 (95.1)  </td><td>4702 (87.2)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>1141 (7.8)   </td><td>453 (4.9)    </td><td>688 (12.8)   </td></tr>
<tr><td>hosp_mort, n (%)       </td><td>FALSE    </td><td>0        </td><td>12768 (87.3) </td><td>8527 (92.4)  </td><td>4241 (78.7)  </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>1852 (12.7)  </td><td>703 (7.6)    </td><td>1149 (21.3)  </td></tr>
<tr><td>icustay, mean (SD)     </td><td>         </td><td>0        </td><td>125.7 (147.7)</td><td>83.8 (92.8)  </td><td>197.4 (190.4)</td></tr>
<tr><td>hospstay, mean (SD)    </td><td>         </td><td>0        </td><td>311.0 (307.2)</td><td>256.1 (247.8)</td><td>404.9 (369.9)</td></tr>
<tr><td>deliriumtime, mean (SD)</td><td>         </td><td>9230     </td><td>44.9 (63.5)  </td><td>nan (nan)    </td><td>44.9 (63.5)  </td></tr>
<tr><td>sepsistime, mean (SD)  </td><td>         </td><td>0        </td><td>8.2 (20.6)   </td><td>9.1 (23.0)   </td><td>6.7 (15.5)   </td></tr>
<tr><td>icu28dmort, mean (SD)  </td><td>         </td><td>0        </td><td>0.1 (0.3)    </td><td>0.0 (0.2)    </td><td>0.1 (0.3)    </td></tr>
</tbody>
</table>

table1 - trainset

categorical = ['gender', 'race', 'first_careunit', 'vent', 'crrt', 'vaso', 'seda', 'ami', 'ckd', 'copd', 'hyperte', 'dm', 'sad', 'aki', 'stroke','hosp_mort']
groupby = ['sad']
table1 = TableOne(data_table_train, categorical=categorical, groupby=groupby, pval=False)
print(table1.tabulate(tablefmt = "html"))

<table>
<thead>
<tr><th>                       </th><th>         </th><th>Missing  </th><th>Overall        </th><th>NON-SAD        </th><th>SAD            </th></tr>
</thead>
<tbody>
<tr><td>n                      </td><td>         </td><td>         </td><td>10259          </td><td>6494           </td><td>3765           </td></tr>
<tr><td>index, mean (SD)       </td><td>         </td><td>0        </td><td>7320.7 (4215.7)</td><td>7302.3 (4215.5)</td><td>7352.3 (4216.6)</td></tr>
<tr><td>age, mean (SD)         </td><td>         </td><td>0        </td><td>66.8 (16.0)    </td><td>66.4 (15.9)    </td><td>67.4 (16.1)    </td></tr>
<tr><td>weight, mean (SD)      </td><td>         </td><td>118      </td><td>83.2 (23.7)    </td><td>83.4 (23.2)    </td><td>82.9 (24.4)    </td></tr>
<tr><td>gender, n (%)          </td><td>FEMALE   </td><td>0        </td><td>5986 (58.3)    </td><td>3819 (58.8)    </td><td>2167 (57.6)    </td></tr>
<tr><td>                       </td><td>MALE     </td><td>         </td><td>4273 (41.7)    </td><td>2675 (41.2)    </td><td>1598 (42.4)    </td></tr>
<tr><td>race, n (%)            </td><td>AISAN    </td><td>0        </td><td>303 (3.0)      </td><td>224 (3.4)      </td><td>79 (2.1)       </td></tr>
<tr><td>                       </td><td>BLACK    </td><td>         </td><td>873 (8.5)      </td><td>530 (8.2)      </td><td>343 (9.1)      </td></tr>
<tr><td>                       </td><td>HISPANIC </td><td>         </td><td>393 (3.8)      </td><td>241 (3.7)      </td><td>152 (4.0)      </td></tr>
<tr><td>                       </td><td>OTHER    </td><td>         </td><td>457 (4.5)      </td><td>306 (4.7)      </td><td>151 (4.0)      </td></tr>
<tr><td>                       </td><td>WHITE    </td><td>         </td><td>6820 (66.5)    </td><td>4491 (69.2)    </td><td>2329 (61.9)    </td></tr>
<tr><td>                       </td><td>unknown  </td><td>         </td><td>1413 (13.8)    </td><td>702 (10.8)     </td><td>711 (18.9)     </td></tr>
<tr><td>first_careunit, n (%)  </td><td>CCU      </td><td>0        </td><td>956 (9.3)      </td><td>615 (9.5)      </td><td>341 (9.1)      </td></tr>
<tr><td>                       </td><td>CVICU    </td><td>         </td><td>2414 (23.5)    </td><td>1931 (29.7)    </td><td>483 (12.8)     </td></tr>
<tr><td>                       </td><td>MICU     </td><td>         </td><td>2155 (21.0)    </td><td>1130 (17.4)    </td><td>1025 (27.2)    </td></tr>
<tr><td>                       </td><td>MICU/SICU</td><td>         </td><td>1907 (18.6)    </td><td>1257 (19.4)    </td><td>650 (17.3)     </td></tr>
<tr><td>                       </td><td>NICU     </td><td>         </td><td>371 (3.6)      </td><td>168 (2.6)      </td><td>203 (5.4)      </td></tr>
<tr><td>                       </td><td>SICU     </td><td>         </td><td>1332 (13.0)    </td><td>787 (12.1)     </td><td>545 (14.5)     </td></tr>
<tr><td>                       </td><td>TSICU    </td><td>         </td><td>1124 (11.0)    </td><td>606 (9.3)      </td><td>518 (13.8)     </td></tr>
<tr><td>temperature, mean (SD) </td><td>         </td><td>37       </td><td>36.7 (0.8)     </td><td>36.7 (0.8)     </td><td>36.8 (0.9)     </td></tr>
<tr><td>heart_rate, mean (SD)  </td><td>         </td><td>1        </td><td>89.8 (20.1)    </td><td>88.4 (19.4)    </td><td>92.2 (21.2)    </td></tr>
<tr><td>resp_rate, mean (SD)   </td><td>         </td><td>21       </td><td>19.6 (6.0)     </td><td>19.1 (5.9)     </td><td>20.6 (6.1)     </td></tr>
<tr><td>spo2, mean (SD)        </td><td>         </td><td>3        </td><td>97.1 (3.8)     </td><td>97.3 (3.6)     </td><td>96.8 (4.1)     </td></tr>
<tr><td>sbp, mean (SD)         </td><td>         </td><td>3        </td><td>120.2 (23.7)   </td><td>119.5 (22.7)   </td><td>121.4 (25.1)   </td></tr>
<tr><td>dbp, mean (SD)         </td><td>         </td><td>7        </td><td>66.6 (17.6)    </td><td>65.7 (16.7)    </td><td>68.0 (19.0)    </td></tr>
<tr><td>mbp, mean (SD)         </td><td>         </td><td>7        </td><td>81.6 (17.7)    </td><td>81.1 (16.8)    </td><td>82.5 (19.1)    </td></tr>
<tr><td>wbc, mean (SD)         </td><td>         </td><td>82       </td><td>13.1 (7.9)     </td><td>12.8 (7.8)     </td><td>13.5 (8.2)     </td></tr>
<tr><td>hemoglobin, mean (SD)  </td><td>         </td><td>67       </td><td>10.3 (2.2)     </td><td>10.3 (2.1)     </td><td>10.5 (2.3)     </td></tr>
<tr><td>platelet, mean (SD)    </td><td>         </td><td>70       </td><td>190.9 (106.1)  </td><td>190.1 (105.4)  </td><td>192.4 (107.4)  </td></tr>
<tr><td>bun, mean (SD)         </td><td>         </td><td>40       </td><td>28.1 (22.9)    </td><td>26.0 (20.9)    </td><td>31.6 (25.5)    </td></tr>
<tr><td>cr, mean (SD)          </td><td>         </td><td>38       </td><td>1.5 (1.5)      </td><td>1.4 (1.5)      </td><td>1.6 (1.6)      </td></tr>
<tr><td>glu, mean (SD)         </td><td>         </td><td>39       </td><td>149.7 (73.8)   </td><td>144.2 (64.9)   </td><td>159.3 (86.3)   </td></tr>
<tr><td>Na, mean (SD)          </td><td>         </td><td>33       </td><td>137.4 (5.5)    </td><td>137.0 (4.9)    </td><td>138.1 (6.4)    </td></tr>
<tr><td>Cl, mean (SD)          </td><td>         </td><td>34       </td><td>103.8 (6.7)    </td><td>103.9 (6.3)    </td><td>103.8 (7.3)    </td></tr>
<tr><td>K, mean (SD)           </td><td>         </td><td>39       </td><td>4.3 (0.8)      </td><td>4.3 (0.8)      </td><td>4.3 (0.8)      </td></tr>
<tr><td>Mg, mean (SD)          </td><td>         </td><td>406      </td><td>2.0 (0.5)      </td><td>2.0 (0.5)      </td><td>2.0 (0.5)      </td></tr>
<tr><td>Ca, mean (SD)          </td><td>         </td><td>973      </td><td>8.2 (0.9)      </td><td>8.2 (0.8)      </td><td>8.2 (0.9)      </td></tr>
<tr><td>P, mean (SD)           </td><td>         </td><td>924      </td><td>3.8 (1.5)      </td><td>3.7 (1.3)      </td><td>4.0 (1.7)      </td></tr>
<tr><td>inr, mean (SD)         </td><td>         </td><td>1151     </td><td>1.5 (0.8)      </td><td>1.5 (0.7)      </td><td>1.6 (0.8)      </td></tr>
<tr><td>pt, mean (SD)          </td><td>         </td><td>1125     </td><td>17.1 (10.2)    </td><td>16.7 (9.0)     </td><td>17.6 (11.8)    </td></tr>
<tr><td>ptt, mean (SD)         </td><td>         </td><td>1191     </td><td>37.8 (22.4)    </td><td>37.2 (21.5)    </td><td>38.8 (23.8)    </td></tr>
<tr><td>bicarbonate, mean (SD) </td><td>         </td><td>37       </td><td>22.3 (4.7)     </td><td>22.5 (4.3)     </td><td>21.8 (5.1)     </td></tr>
<tr><td>aniongap, mean (SD)    </td><td>         </td><td>41       </td><td>15.0 (4.6)     </td><td>14.3 (4.3)     </td><td>16.0 (5.0)     </td></tr>
<tr><td>gcs, mean (SD)         </td><td>         </td><td>2        </td><td>14.2 (2.3)     </td><td>14.3 (2.4)     </td><td>14.1 (2.3)     </td></tr>
<tr><td>vent, n (%)            </td><td>FALSE    </td><td>0        </td><td>5642 (55.0)    </td><td>4189 (64.5)    </td><td>1453 (38.6)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>4617 (45.0)    </td><td>2305 (35.5)    </td><td>2312 (61.4)    </td></tr>
<tr><td>crrt, n (%)            </td><td>FALSE    </td><td>0        </td><td>10080 (98.3)   </td><td>6440 (99.2)    </td><td>3640 (96.7)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>179 (1.7)      </td><td>54 (0.8)       </td><td>125 (3.3)      </td></tr>
<tr><td>vaso, n (%)            </td><td>FALSE    </td><td>0        </td><td>5282 (51.5)    </td><td>3549 (54.7)    </td><td>1733 (46.0)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>4977 (48.5)    </td><td>2945 (45.3)    </td><td>2032 (54.0)    </td></tr>
<tr><td>seda, n (%)            </td><td>FALSE    </td><td>0        </td><td>5568 (54.3)    </td><td>3473 (53.5)    </td><td>2095 (55.6)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>4691 (45.7)    </td><td>3021 (46.5)    </td><td>1670 (44.4)    </td></tr>
<tr><td>sofa_score, mean (SD)  </td><td>         </td><td>0        </td><td>3.6 (1.9)      </td><td>3.4 (1.7)      </td><td>3.9 (2.2)      </td></tr>
<tr><td>ami, n (%)             </td><td>FALSE    </td><td>0        </td><td>9067 (88.4)    </td><td>5805 (89.4)    </td><td>3262 (86.6)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>1192 (11.6)    </td><td>689 (10.6)     </td><td>503 (13.4)     </td></tr>
<tr><td>ckd, n (%)             </td><td>FALSE    </td><td>0        </td><td>8231 (80.2)    </td><td>5226 (80.5)    </td><td>3005 (79.8)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>2028 (19.8)    </td><td>1268 (19.5)    </td><td>760 (20.2)     </td></tr>
<tr><td>copd, n (%)            </td><td>FALSE    </td><td>0        </td><td>9884 (96.3)    </td><td>6287 (96.8)    </td><td>3597 (95.5)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>375 (3.7)      </td><td>207 (3.2)      </td><td>168 (4.5)      </td></tr>
<tr><td>hyperte, n (%)         </td><td>FALSE    </td><td>0        </td><td>5855 (57.1)    </td><td>3662 (56.4)    </td><td>2193 (58.2)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>4404 (42.9)    </td><td>2832 (43.6)    </td><td>1572 (41.8)    </td></tr>
<tr><td>dm, n (%)              </td><td>FALSE    </td><td>0        </td><td>8422 (82.1)    </td><td>5275 (81.2)    </td><td>3147 (83.6)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>1837 (17.9)    </td><td>1219 (18.8)    </td><td>618 (16.4)     </td></tr>
<tr><td>sad, n (%)             </td><td>NON-SAD  </td><td>0        </td><td>6494 (63.3)    </td><td>6494 (100.0)   </td><td>               </td></tr>
<tr><td>                       </td><td>SAD      </td><td>         </td><td>3765 (36.7)    </td><td>               </td><td>3765 (100.0)   </td></tr>
<tr><td>aki, n (%)             </td><td>FALSE    </td><td>0        </td><td>4547 (44.3)    </td><td>3211 (49.4)    </td><td>1336 (35.5)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>5712 (55.7)    </td><td>3283 (50.6)    </td><td>2429 (64.5)    </td></tr>
<tr><td>stroke, n (%)          </td><td>FALSE    </td><td>0        </td><td>9466 (92.3)    </td><td>6185 (95.2)    </td><td>3281 (87.1)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>793 (7.7)      </td><td>309 (4.8)      </td><td>484 (12.9)     </td></tr>
<tr><td>hosp_mort, n (%)       </td><td>FALSE    </td><td>0        </td><td>8972 (87.5)    </td><td>6000 (92.4)    </td><td>2972 (78.9)    </td></tr>
<tr><td>                       </td><td>TRUE     </td><td>         </td><td>1287 (12.5)    </td><td>494 (7.6)      </td><td>793 (21.1)     </td></tr>
<tr><td>icustay, mean (SD)     </td><td>         </td><td>0        </td><td>125.0 (146.8)  </td><td>83.9 (93.3)    </td><td>196.0 (189.1)  </td></tr>
<tr><td>hospstay, mean (SD)    </td><td>         </td><td>0        </td><td>311.1 (309.0)  </td><td>257.5 (244.6)  </td><td>403.7 (378.7)  </td></tr>
<tr><td>deliriumtime, mean (SD)</td><td>         </td><td>6494     </td><td>44.0 (61.6)    </td><td>nan (nan)      </td><td>44.0 (61.6)    </td></tr>
<tr><td>sepsistime, mean (SD)  </td><td>         </td><td>0        </td><td>8.2 (21.2)     </td><td>9.2 (23.8)     </td><td>6.6 (15.5)     </td></tr>
<tr><td>icu28dmort, mean (SD)  </td><td>         </td><td>0        </td><td>0.1 (0.3)      </td><td>0.0 (0.2)      </td><td>0.1 (0.3)      </td></tr>
</tbody>
</table>

corr matrix - current

hiervoor geldt hetzelfde als de table1: een matrix voor de huidige data en eentje voor de train-data. deze tweede is ook weer onveranderlijk dus je kan opzich ook de png gwn in de app zetten

corr = data_table.corr(method='pearson')
#method kan aangepast worden naar 'kendall' of 'spearman', zou leuk zijn als dit interactief kan op de dashboard
mask = np.triu(np.ones_like(corr, dtype=bool))
f, ax = plt.subplots(figsize=(20, 16))
cmap = sns.color_palette("viridis_r", as_cmap=True)
hm = sns.heatmap(
    corr, 
    mask=mask, 
    cmap=cmap, 
    vmax=.3, 
    center=0,
    square=True, 
    linewidths=.5, 
    cbar_kws={"shrink": .5}
)

fig = hm.get_figure()
fig.savefig("corr_current.png", bbox_inches='tight') 

corr matrix - train

corr = data_table_train.corr(method='pearson')
#method kan aangepast worden naar 'kendall' of 'spearman', zou leuk zijn als dit interactief kan op de dashboard
mask = np.triu(np.ones_like(corr, dtype=bool))
f, ax = plt.subplots(figsize=(20, 16))
cmap = sns.color_palette("viridis_r", as_cmap=True)
hm = sns.heatmap(
    corr, 
    mask=mask, 
    cmap=cmap, 
    vmax=.3, 
    center=0,
    square=True, 
    linewidths=.5, 
    cbar_kws={"shrink": .5}
)

fig = hm.get_figure()
fig.savefig("corr_train.png", bbox_inches='tight') 

Confusion matrix

hier ook geld ongeveer hetzelfde: er zijn weer twee matrices. hier is de tweede matrix echter gebaseerd op de test-set en niet de trai-set; een model valt immers niet te valideren met data waarop die getraind is. de tweede visualisatie is weer onveranderlijk dus ook deze kan worden gehardcoded als dat wenselijk is

xgb_matrix_full = xgb.DMatrix(data.loc[:, ~data.columns.isin(["sad"])], label=data["sad"])

xgb_pred_prob = model.predict(xgb_matrix_full) # dit is voor de volledige set. vervang `xgb_matrix_full` als je de performance van het model wrt een andere set wilt.
xgb_pred = np.where(xgb_pred_prob > 0.5, 1, 0)
xgb_pred_factor = pd.factorize(xgb_pred)[0]
test_sad_factor = pd.factorize(data["sad"])[0]

confusion_matrix = metrics.confusion_matrix(xgb_pred_factor, test_sad_factor)
print(confusion_matrix)
cm = confusion_matrix
accuracy = (cm[0][0] + cm[1][1]) / cm.sum()
precision = cm[1][1] / (cm[1][1] + cm[0][1])
recall = cm[1][1] / (cm[1][1] + cm[1][0])
f1 = 2*precision*recall/(precision+recall)
#(2*confusion_matrix[1][1])/(2*confusion_matrix[1][1] + confusion_matrix[0][1] + confusion_matrix[1][0])
titlestr = "accuracy: " + str(accuracy) + "\nprecision: " + str(precision) + "\nrecall: " + str(recall) + "\nF1-score: " + str(f1)
print("accuracy: " + str(accuracy))
print("precision: " + str(precision))
print("recall: " + str(recall))
print("F1-score: " + str(f1))
print(titlestr)

cm_display = metrics.ConfusionMatrixDisplay(confusion_matrix = confusion_matrix, display_labels = [False, True])
cm_display.plot()
plt.title(titlestr)
plt.savefig('confusion_curr.png', bbox_inches='tight')

[[5656 1695]
 [1065 2780]]
accuracy: 0.7534833869239014
precision: 0.6212290502793296
recall: 0.7230169050715215
F1-score: 0.6682692307692307
accuracy: 0.7534833869239014
precision: 0.6212290502793296
recall: 0.7230169050715215
F1-score: 0.6682692307692307

xgb_matrix_full_test = xgb.DMatrix(data_test.loc[:, ~data_test.columns.isin(["sad"])], label=data_test["sad"])

xgb_pred_prob = model.predict(xgb_matrix_full_test) # dit is voor de volledige set. vervang `xgb_matrix_full` als je de performance van het model wrt een andere set wilt.
xgb_pred = np.where(xgb_pred_prob > 0.5, 1, 0)
xgb_pred_factor = pd.factorize(xgb_pred)[0]
test_sad_factor = pd.factorize(data_test["sad"])[0]

confusion_matrix = metrics.confusion_matrix(xgb_pred_factor, test_sad_factor)
print(confusion_matrix)
cm = confusion_matrix
accuracy = (cm[0][0] + cm[1][1]) / cm.sum()
precision = cm[1][1] / (cm[1][1] + cm[0][1])
recall = cm[1][1] / (cm[1][1] + cm[1][0])
f1 = 2*precision*recall/(precision+recall)
titlestr = "accuracy: " + str(accuracy) + "\nprecision: " + str(precision) + "\nrecall: " + str(recall) + "\nF1-score: " + str(f1)

cm_display = metrics.ConfusionMatrixDisplay(confusion_matrix = confusion_matrix, display_labels = [False, True])
cm_display.plot()
plt.title(titlestr)
plt.savefig('confusion_test.png', bbox_inches='tight')

[[2329  721]
 [ 407  904]]

feature importance

xgb.plot_importance(model, importance_type='gain', max_num_features=30)
plt.title('feature importance: gain')
plt.savefig('gain.png', bbox_inches='tight')

xgb.plot_importance(model, max_num_features=30)
plt.title('feature importance: weight')
plt.savefig('weight.png', bbox_inches='tight')

xgb.plot_importance(model, importance_type='cover', max_num_features=30)
plt.title('feature importance: cover')
plt.savefig('cover.png', bbox_inches='tight')

Graphviz tree visualiser

je kan ook andere trees visualiseren door model.best_iteration te vervangen voor een getal (int), zou top zijn als dit interactief kan op het dashboard

g = xgb.to_graphviz(model, num_trees=model.best_iteration)
g.format = 'png'
g.render(view=True)

'Source.gv.png'

Data Drift

data_drift_dataset_report = Report(metrics=[
    DatasetDriftMetric(),
    DataDriftTable(),    
])

# voor het voorbeeld heb ik gwn de data in tweeën gesplitst, in de code moet 'reference_data' de data zijn waar het model op is getraind en 'current_data' de set die op dat moment aan de applicatie hangt
data_drift_dataset_report.run(reference_data=data_train, current_data=data)
data_drift_dataset_report.save_html("evidently_datadrift.html")

WARNING:root:Column AISAN have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column BLACK have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column HISPANIC have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column WHITE have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column MICU have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column OTHER have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column NICU have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column CCU have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column MICU/SICU have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column SICU have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column unknown have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column CVICU have different types in reference int8 and current uint8. Returning type from reference
WARNING:root:Column TSICU have different types in reference int8 and current uint8. Returning type from reference

data_drift_dataset_report

Outlier detection

record = data_cf.iloc[1]
is_categorical = ['race', 'first_careunit', 'vent', 'ckd', 'crrt', 'copd', 'gender', 'vaso', 'hyperte', 'seda', 'dm', 'aki', 'ami', 'stroke']

fig, axs = plt.subplots(6, 7, figsize=(12, 6))
i = 0
j = 0
score = 0

for c in data_cf.columns:
    axs[i,j].hist(data_cf[c], bins=20)
    title = c
    if c not in is_categorical:
        title = title + "\n σ = " + str(round(data_cf[c].std(), 2)) + "\n |x-μ| = " + str(round(abs(record[c] - data_cf[c].mean()), 2))
        score += (abs(record[c] - data_cf[c].mean()) / data_cf[c].std())
        
    axs[i,j].set_title(title, fontsize=8)
    axs[i,j].get_xaxis().set_visible(False)
    axs[i,j].get_yaxis().set_visible(False)
    axs[i,j].axvline(record[c], color='r', linestyle='dashed', linewidth=1)
    i+=1
    if (i%6)==0:
        i = 0
        j += 1
        
score /= data_cf.shape[1]
fig.suptitle("Outlier score: " + str(score))
fig.tight_layout()
plt.savefig('outliers.png', bbox_inches='tight')